[{"data":1,"prerenderedAt":783},["ShallowReactive",2],{"/en-us/blog/categories/engineering":3,"navigation-en-us":20,"banner-en-us":420,"footer-en-us":430,"engineering-category-page-total-items-en-us":672,"engineering-category-page-featured-en-us":673,"engineering-category-page-3-en-us":698},{"id":4,"title":5,"body":6,"category":6,"config":7,"content":11,"description":6,"extension":12,"meta":13,"navigation":14,"path":15,"seo":16,"slug":6,"stem":18,"testContent":6,"type":6,"__hash__":19},"blogCategories/en-us/blog/categories/engineering.yml","Engineering",null,{"template":8,"slug":9,"hide":10},"BlogCategory","engineering",false,{"name":5},"yml",{},true,"/en-us/blog/categories/engineering",{"title":5,"description":17},"Browse articles related to Engineering on the GitLab Blog","en-us/blog/categories/engineering","8bG3OWoOqnd0RUuGte8_Pd1CHzJY7KSrgk1_B9fzJ8M",{"data":21},{"logo":22,"freeTrial":27,"sales":32,"login":37,"items":42,"search":350,"minimal":381,"duo":400,"pricingDeployment":410},{"config":23},{"href":24,"dataGaName":25,"dataGaLocation":26},"/","gitlab logo","header",{"text":28,"config":29},"Get free trial",{"href":30,"dataGaName":31,"dataGaLocation":26},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com&glm_content=default-saas-trial/","free trial",{"text":33,"config":34},"Talk to sales",{"href":35,"dataGaName":36,"dataGaLocation":26},"/sales/","sales",{"text":38,"config":39},"Sign in",{"href":40,"dataGaName":41,"dataGaLocation":26},"https://gitlab.com/users/sign_in/","sign in",[43,70,165,170,271,331],{"text":44,"config":45,"cards":47},"Platform",{"dataNavLevelOne":46},"platform",[48,54,62],{"title":44,"description":49,"link":50},"The intelligent orchestration platform for DevSecOps",{"text":51,"config":52},"Explore our Platform",{"href":53,"dataGaName":46,"dataGaLocation":26},"/platform/",{"title":55,"description":56,"link":57},"GitLab Duo Agent Platform","Agentic AI for the entire software lifecycle",{"text":58,"config":59},"Meet GitLab Duo",{"href":60,"dataGaName":61,"dataGaLocation":26},"/gitlab-duo-agent-platform/","gitlab duo agent platform",{"title":63,"description":64,"link":65},"Why GitLab","See the top reasons enterprises choose GitLab",{"text":66,"config":67},"Learn more",{"href":68,"dataGaName":69,"dataGaLocation":26},"/why-gitlab/","why gitlab",{"text":71,"left":14,"config":72,"link":74,"lists":78,"footer":147},"Product",{"dataNavLevelOne":73},"solutions",{"text":75,"config":76},"View all Solutions",{"href":77,"dataGaName":73,"dataGaLocation":26},"/solutions/",[79,103,126],{"title":80,"description":81,"link":82,"items":87},"Automation","CI/CD and automation to accelerate deployment",{"config":83},{"icon":84,"href":85,"dataGaName":86,"dataGaLocation":26},"AutomatedCodeAlt","/solutions/delivery-automation/","automated software delivery",[88,92,95,99],{"text":89,"config":90},"CI/CD",{"href":91,"dataGaLocation":26,"dataGaName":89},"/solutions/continuous-integration/",{"text":55,"config":93},{"href":60,"dataGaLocation":26,"dataGaName":94},"gitlab duo agent platform - product menu",{"text":96,"config":97},"Source Code Management",{"href":98,"dataGaLocation":26,"dataGaName":96},"/solutions/source-code-management/",{"text":100,"config":101},"Automated Software Delivery",{"href":85,"dataGaLocation":26,"dataGaName":102},"Automated software delivery",{"title":104,"description":105,"link":106,"items":111},"Security","Deliver code faster without compromising security",{"config":107},{"href":108,"dataGaName":109,"dataGaLocation":26,"icon":110},"/solutions/application-security-testing/","security and compliance","ShieldCheckLight",[112,116,121],{"text":113,"config":114},"Application Security Testing",{"href":108,"dataGaName":115,"dataGaLocation":26},"Application security testing",{"text":117,"config":118},"Software Supply Chain Security",{"href":119,"dataGaLocation":26,"dataGaName":120},"/solutions/supply-chain/","Software supply chain security",{"text":122,"config":123},"Software Compliance",{"href":124,"dataGaName":125,"dataGaLocation":26},"/solutions/software-compliance/","software compliance",{"title":127,"link":128,"items":133},"Measurement",{"config":129},{"icon":130,"href":131,"dataGaName":132,"dataGaLocation":26},"DigitalTransformation","/solutions/visibility-measurement/","visibility and measurement",[134,138,142],{"text":135,"config":136},"Visibility & Measurement",{"href":131,"dataGaLocation":26,"dataGaName":137},"Visibility and Measurement",{"text":139,"config":140},"Value Stream Management",{"href":141,"dataGaLocation":26,"dataGaName":139},"/solutions/value-stream-management/",{"text":143,"config":144},"Analytics & Insights",{"href":145,"dataGaLocation":26,"dataGaName":146},"/solutions/analytics-and-insights/","Analytics and insights",{"title":148,"items":149},"GitLab for",[150,155,160],{"text":151,"config":152},"Enterprise",{"href":153,"dataGaLocation":26,"dataGaName":154},"/enterprise/","enterprise",{"text":156,"config":157},"Small Business",{"href":158,"dataGaLocation":26,"dataGaName":159},"/small-business/","small business",{"text":161,"config":162},"Public Sector",{"href":163,"dataGaLocation":26,"dataGaName":164},"/solutions/public-sector/","public sector",{"text":166,"config":167},"Pricing",{"href":168,"dataGaName":169,"dataGaLocation":26,"dataNavLevelOne":169},"/pricing/","pricing",{"text":171,"config":172,"link":174,"lists":178,"feature":258},"Resources",{"dataNavLevelOne":173},"resources",{"text":175,"config":176},"View all resources",{"href":177,"dataGaName":173,"dataGaLocation":26},"/resources/",[179,212,230],{"title":180,"items":181},"Getting started",[182,187,192,197,202,207],{"text":183,"config":184},"Install",{"href":185,"dataGaName":186,"dataGaLocation":26},"/install/","install",{"text":188,"config":189},"Quick start guides",{"href":190,"dataGaName":191,"dataGaLocation":26},"/get-started/","quick setup checklists",{"text":193,"config":194},"Learn",{"href":195,"dataGaLocation":26,"dataGaName":196},"https://university.gitlab.com/","learn",{"text":198,"config":199},"Product documentation",{"href":200,"dataGaName":201,"dataGaLocation":26},"https://docs.gitlab.com/","product documentation",{"text":203,"config":204},"Best practice videos",{"href":205,"dataGaName":206,"dataGaLocation":26},"/getting-started-videos/","best practice videos",{"text":208,"config":209},"Integrations",{"href":210,"dataGaName":211,"dataGaLocation":26},"/integrations/","integrations",{"title":213,"items":214},"Discover",[215,220,225],{"text":216,"config":217},"Customer success stories",{"href":218,"dataGaName":219,"dataGaLocation":26},"/customers/","customer success stories",{"text":221,"config":222},"Blog",{"href":223,"dataGaName":224,"dataGaLocation":26},"/blog/","blog",{"text":226,"config":227},"Remote",{"href":228,"dataGaName":229,"dataGaLocation":26},"https://handbook.gitlab.com/handbook/company/culture/all-remote/","remote",{"title":231,"items":232},"Connect",[233,238,243,248,253],{"text":234,"config":235},"GitLab Services",{"href":236,"dataGaName":237,"dataGaLocation":26},"/services/","services",{"text":239,"config":240},"Community",{"href":241,"dataGaName":242,"dataGaLocation":26},"/community/","community",{"text":244,"config":245},"Forum",{"href":246,"dataGaName":247,"dataGaLocation":26},"https://forum.gitlab.com/","forum",{"text":249,"config":250},"Events",{"href":251,"dataGaName":252,"dataGaLocation":26},"/events/","events",{"text":254,"config":255},"Partners",{"href":256,"dataGaName":257,"dataGaLocation":26},"/partners/","partners",{"backgroundColor":259,"textColor":260,"text":261,"image":262,"link":266},"#2f2a6b","#fff","Insights for the future of software development",{"altText":263,"config":264},"the source promo card",{"src":265},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758208064/dzl0dbift9xdizyelkk4.svg",{"text":267,"config":268},"Read the latest",{"href":269,"dataGaName":270,"dataGaLocation":26},"/the-source/","the source",{"text":272,"config":273,"lists":275},"Company",{"dataNavLevelOne":274},"company",[276],{"items":277},[278,283,289,291,296,301,306,311,316,321,326],{"text":279,"config":280},"About",{"href":281,"dataGaName":282,"dataGaLocation":26},"/company/","about",{"text":284,"config":285,"footerGa":288},"Jobs",{"href":286,"dataGaName":287,"dataGaLocation":26},"/jobs/","jobs",{"dataGaName":287},{"text":249,"config":290},{"href":251,"dataGaName":252,"dataGaLocation":26},{"text":292,"config":293},"Leadership",{"href":294,"dataGaName":295,"dataGaLocation":26},"/company/team/e-group/","leadership",{"text":297,"config":298},"Team",{"href":299,"dataGaName":300,"dataGaLocation":26},"/company/team/","team",{"text":302,"config":303},"Handbook",{"href":304,"dataGaName":305,"dataGaLocation":26},"https://handbook.gitlab.com/","handbook",{"text":307,"config":308},"Investor relations",{"href":309,"dataGaName":310,"dataGaLocation":26},"https://ir.gitlab.com/","investor relations",{"text":312,"config":313},"Trust Center",{"href":314,"dataGaName":315,"dataGaLocation":26},"/security/","trust center",{"text":317,"config":318},"AI Transparency Center",{"href":319,"dataGaName":320,"dataGaLocation":26},"/ai-transparency-center/","ai transparency center",{"text":322,"config":323},"Newsletter",{"href":324,"dataGaName":325,"dataGaLocation":26},"/company/contact/#contact-forms","newsletter",{"text":327,"config":328},"Press",{"href":329,"dataGaName":330,"dataGaLocation":26},"/press/","press",{"text":332,"config":333,"lists":334},"Contact us",{"dataNavLevelOne":274},[335],{"items":336},[337,340,345],{"text":33,"config":338},{"href":35,"dataGaName":339,"dataGaLocation":26},"talk to sales",{"text":341,"config":342},"Support portal",{"href":343,"dataGaName":344,"dataGaLocation":26},"https://support.gitlab.com","support portal",{"text":346,"config":347},"Customer portal",{"href":348,"dataGaName":349,"dataGaLocation":26},"https://customers.gitlab.com/customers/sign_in/","customer portal",{"close":351,"login":352,"suggestions":359},"Close",{"text":353,"link":354},"To search repositories and projects, login to",{"text":355,"config":356},"gitlab.com",{"href":40,"dataGaName":357,"dataGaLocation":358},"search login","search",{"text":360,"default":361},"Suggestions",[362,364,368,370,374,378],{"text":55,"config":363},{"href":60,"dataGaName":55,"dataGaLocation":358},{"text":365,"config":366},"Code Suggestions (AI)",{"href":367,"dataGaName":365,"dataGaLocation":358},"/solutions/code-suggestions/",{"text":89,"config":369},{"href":91,"dataGaName":89,"dataGaLocation":358},{"text":371,"config":372},"GitLab on AWS",{"href":373,"dataGaName":371,"dataGaLocation":358},"/partners/technology-partners/aws/",{"text":375,"config":376},"GitLab on Google Cloud",{"href":377,"dataGaName":375,"dataGaLocation":358},"/partners/technology-partners/google-cloud-platform/",{"text":379,"config":380},"Why GitLab?",{"href":68,"dataGaName":379,"dataGaLocation":358},{"freeTrial":382,"mobileIcon":387,"desktopIcon":392,"secondaryButton":395},{"text":383,"config":384},"Start free trial",{"href":385,"dataGaName":31,"dataGaLocation":386},"https://gitlab.com/-/trials/new/","nav",{"altText":388,"config":389},"Gitlab Icon",{"src":390,"dataGaName":391,"dataGaLocation":386},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203874/jypbw1jx72aexsoohd7x.svg","gitlab icon",{"altText":388,"config":393},{"src":394,"dataGaName":391,"dataGaLocation":386},"https://res.cloudinary.com/about-gitlab-com/image/upload/v1758203875/gs4c8p8opsgvflgkswz9.svg",{"text":396,"config":397},"Get Started",{"href":398,"dataGaName":399,"dataGaLocation":386},"https://gitlab.com/-/trial_registrations/new?glm_source=about.gitlab.com/compare/gitlab-vs-github/","get started",{"freeTrial":401,"mobileIcon":406,"desktopIcon":408},{"text":402,"config":403},"Learn more about GitLab Duo",{"href":404,"dataGaName":405,"dataGaLocation":386},"/gitlab-duo/","gitlab duo",{"altText":388,"config":407},{"src":390,"dataGaName":391,"dataGaLocation":386},{"altText":388,"config":409},{"src":394,"dataGaName":391,"dataGaLocation":386},{"freeTrial":411,"mobileIcon":416,"desktopIcon":418},{"text":412,"config":413},"Back to pricing",{"href":168,"dataGaName":414,"dataGaLocation":386,"icon":415},"back to pricing","GoBack",{"altText":388,"config":417},{"src":390,"dataGaName":391,"dataGaLocation":386},{"altText":388,"config":419},{"src":394,"dataGaName":391,"dataGaLocation":386},{"title":421,"button":422,"config":427},"See how agentic AI transforms software delivery",{"text":423,"config":424},"Watch GitLab Transcend now",{"href":425,"dataGaName":426,"dataGaLocation":26},"/events/transcend/virtual/","transcend event",{"layout":428,"icon":429},"release","AiStar",{"data":431},{"text":432,"source":433,"edit":439,"contribute":444,"config":449,"items":454,"minimal":661},"Git is a trademark of Software Freedom Conservancy and our use of 'GitLab' is under license",{"text":434,"config":435},"View page source",{"href":436,"dataGaName":437,"dataGaLocation":438},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/","page source","footer",{"text":440,"config":441},"Edit this page",{"href":442,"dataGaName":443,"dataGaLocation":438},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/content/","web ide",{"text":445,"config":446},"Please contribute",{"href":447,"dataGaName":448,"dataGaLocation":438},"https://gitlab.com/gitlab-com/marketing/digital-experience/about-gitlab-com/-/blob/main/CONTRIBUTING.md/","please contribute",{"twitter":450,"facebook":451,"youtube":452,"linkedin":453},"https://twitter.com/gitlab","https://www.facebook.com/gitlab","https://www.youtube.com/channel/UCnMGQ8QHMAnVIsI3xJrihhg","https://www.linkedin.com/company/gitlab-com",[455,502,556,600,627],{"title":166,"links":456,"subMenu":471},[457,461,466],{"text":458,"config":459},"View plans",{"href":168,"dataGaName":460,"dataGaLocation":438},"view plans",{"text":462,"config":463},"Why Premium?",{"href":464,"dataGaName":465,"dataGaLocation":438},"/pricing/premium/","why premium",{"text":467,"config":468},"Why Ultimate?",{"href":469,"dataGaName":470,"dataGaLocation":438},"/pricing/ultimate/","why ultimate",[472],{"title":473,"links":474},"Contact Us",[475,478,480,482,487,492,497],{"text":476,"config":477},"Contact sales",{"href":35,"dataGaName":36,"dataGaLocation":438},{"text":341,"config":479},{"href":343,"dataGaName":344,"dataGaLocation":438},{"text":346,"config":481},{"href":348,"dataGaName":349,"dataGaLocation":438},{"text":483,"config":484},"Status",{"href":485,"dataGaName":486,"dataGaLocation":438},"https://status.gitlab.com/","status",{"text":488,"config":489},"Terms of use",{"href":490,"dataGaName":491,"dataGaLocation":438},"/terms/","terms of use",{"text":493,"config":494},"Privacy statement",{"href":495,"dataGaName":496,"dataGaLocation":438},"/privacy/","privacy statement",{"text":498,"config":499},"Cookie preferences",{"dataGaName":500,"dataGaLocation":438,"id":501,"isOneTrustButton":14},"cookie preferences","ot-sdk-btn",{"title":71,"links":503,"subMenu":512},[504,508],{"text":505,"config":506},"DevSecOps platform",{"href":53,"dataGaName":507,"dataGaLocation":438},"devsecops platform",{"text":509,"config":510},"AI-Assisted Development",{"href":404,"dataGaName":511,"dataGaLocation":438},"ai-assisted development",[513],{"title":514,"links":515},"Topics",[516,521,526,531,536,541,546,551],{"text":517,"config":518},"CICD",{"href":519,"dataGaName":520,"dataGaLocation":438},"/topics/ci-cd/","cicd",{"text":522,"config":523},"GitOps",{"href":524,"dataGaName":525,"dataGaLocation":438},"/topics/gitops/","gitops",{"text":527,"config":528},"DevOps",{"href":529,"dataGaName":530,"dataGaLocation":438},"/topics/devops/","devops",{"text":532,"config":533},"Version Control",{"href":534,"dataGaName":535,"dataGaLocation":438},"/topics/version-control/","version control",{"text":537,"config":538},"DevSecOps",{"href":539,"dataGaName":540,"dataGaLocation":438},"/topics/devsecops/","devsecops",{"text":542,"config":543},"Cloud Native",{"href":544,"dataGaName":545,"dataGaLocation":438},"/topics/cloud-native/","cloud native",{"text":547,"config":548},"AI for Coding",{"href":549,"dataGaName":550,"dataGaLocation":438},"/topics/devops/ai-for-coding/","ai for coding",{"text":552,"config":553},"Agentic AI",{"href":554,"dataGaName":555,"dataGaLocation":438},"/topics/agentic-ai/","agentic ai",{"title":557,"links":558},"Solutions",[559,561,563,568,572,575,579,582,584,587,590,595],{"text":113,"config":560},{"href":108,"dataGaName":113,"dataGaLocation":438},{"text":102,"config":562},{"href":85,"dataGaName":86,"dataGaLocation":438},{"text":564,"config":565},"Agile development",{"href":566,"dataGaName":567,"dataGaLocation":438},"/solutions/agile-delivery/","agile delivery",{"text":569,"config":570},"SCM",{"href":98,"dataGaName":571,"dataGaLocation":438},"source code management",{"text":517,"config":573},{"href":91,"dataGaName":574,"dataGaLocation":438},"continuous integration & delivery",{"text":576,"config":577},"Value stream management",{"href":141,"dataGaName":578,"dataGaLocation":438},"value stream management",{"text":522,"config":580},{"href":581,"dataGaName":525,"dataGaLocation":438},"/solutions/gitops/",{"text":151,"config":583},{"href":153,"dataGaName":154,"dataGaLocation":438},{"text":585,"config":586},"Small business",{"href":158,"dataGaName":159,"dataGaLocation":438},{"text":588,"config":589},"Public sector",{"href":163,"dataGaName":164,"dataGaLocation":438},{"text":591,"config":592},"Education",{"href":593,"dataGaName":594,"dataGaLocation":438},"/solutions/education/","education",{"text":596,"config":597},"Financial services",{"href":598,"dataGaName":599,"dataGaLocation":438},"/solutions/finance/","financial services",{"title":171,"links":601},[602,604,606,608,611,613,615,617,619,621,623,625],{"text":183,"config":603},{"href":185,"dataGaName":186,"dataGaLocation":438},{"text":188,"config":605},{"href":190,"dataGaName":191,"dataGaLocation":438},{"text":193,"config":607},{"href":195,"dataGaName":196,"dataGaLocation":438},{"text":198,"config":609},{"href":200,"dataGaName":610,"dataGaLocation":438},"docs",{"text":221,"config":612},{"href":223,"dataGaName":224,"dataGaLocation":438},{"text":216,"config":614},{"href":218,"dataGaName":219,"dataGaLocation":438},{"text":226,"config":616},{"href":228,"dataGaName":229,"dataGaLocation":438},{"text":234,"config":618},{"href":236,"dataGaName":237,"dataGaLocation":438},{"text":239,"config":620},{"href":241,"dataGaName":242,"dataGaLocation":438},{"text":244,"config":622},{"href":246,"dataGaName":247,"dataGaLocation":438},{"text":249,"config":624},{"href":251,"dataGaName":252,"dataGaLocation":438},{"text":254,"config":626},{"href":256,"dataGaName":257,"dataGaLocation":438},{"title":272,"links":628},[629,631,633,635,637,639,641,645,650,652,654,656],{"text":279,"config":630},{"href":281,"dataGaName":274,"dataGaLocation":438},{"text":284,"config":632},{"href":286,"dataGaName":287,"dataGaLocation":438},{"text":292,"config":634},{"href":294,"dataGaName":295,"dataGaLocation":438},{"text":297,"config":636},{"href":299,"dataGaName":300,"dataGaLocation":438},{"text":302,"config":638},{"href":304,"dataGaName":305,"dataGaLocation":438},{"text":307,"config":640},{"href":309,"dataGaName":310,"dataGaLocation":438},{"text":642,"config":643},"Sustainability",{"href":644,"dataGaName":642,"dataGaLocation":438},"/sustainability/",{"text":646,"config":647},"Diversity, inclusion and belonging (DIB)",{"href":648,"dataGaName":649,"dataGaLocation":438},"/diversity-inclusion-belonging/","Diversity, inclusion and belonging",{"text":312,"config":651},{"href":314,"dataGaName":315,"dataGaLocation":438},{"text":322,"config":653},{"href":324,"dataGaName":325,"dataGaLocation":438},{"text":327,"config":655},{"href":329,"dataGaName":330,"dataGaLocation":438},{"text":657,"config":658},"Modern Slavery Transparency Statement",{"href":659,"dataGaName":660,"dataGaLocation":438},"https://handbook.gitlab.com/handbook/legal/modern-slavery-act-transparency-statement/","modern slavery transparency statement",{"items":662},[663,666,669],{"text":664,"config":665},"Terms",{"href":490,"dataGaName":491,"dataGaLocation":438},{"text":667,"config":668},"Cookies",{"dataGaName":500,"dataGaLocation":438,"id":501,"isOneTrustButton":14},{"text":670,"config":671},"Privacy",{"href":495,"dataGaName":496,"dataGaLocation":438},475,{"id":674,"title":675,"authorSlugs":676,"body":6,"categorySlug":9,"config":678,"content":681,"description":6,"extension":12,"isFeatured":10,"meta":691,"navigation":14,"path":692,"publishedDate":687,"seo":693,"stem":694,"tagSlugs":695,"__hash__":697},"blogPosts/en-us/blog/how-iit-bombay-students-code-future-with-gitlab.yml","How Iit Bombay Students Code Future With Gitlab",[677],"nick-veenhof",{"slug":679,"featured":10,"template":680},"how-iit-bombay-students-code-future-with-gitlab","BlogPost",{"title":682,"description":683,"authors":684,"heroImage":686,"date":687,"category":9,"tags":688,"body":690},"How IIT Bombay students are coding the future with GitLab","At GitLab, we often talk about how software accelerates innovation. But sometimes, you have to step away from the Zoom calls and stand in a crowded university hall to remember why we do this.",[685],"Nick Veenhof","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750099013/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945%20%2814%29_6VTUA8mUhOZNDaRVNPeKwl_1750099012960.png","2026-01-08",[242,594,689],"open source","The GitLab team recently had the privilege of judging the **iHack Hackathon** at **IIT Bombay's E-Summit**. The energy was electric, the coffee was flowing, and the talent was undeniable. But what struck us most wasn't just the code — it was the sheer determination of students to solve real-world problems, often overcoming significant logistical and financial hurdles to simply be in the room.\n\n\nThrough our [GitLab for Education program](https://about.gitlab.com/solutions/education/), we aim to empower the next generation of developers with tools and opportunity. Here is a look at what the students built, and how they used GitLab to bridge the gap between idea and reality.\n\n## The challenge: Build faster, build securely\n\nThe premise for the GitLab track of the hackathon was simple: Don't just show us a product; show us how you built it. We wanted to see how students utilized GitLab's platform — from Issue Boards to CI/CD pipelines — to accelerate the development lifecycle.\n\nThe results were inspiring.\n\n## The winners\n\n### 1st place: Team Decode — Democratizing Scientific Research\n\n**Project:** FIRE (Fast Integrated Research Environment)\n\nTeam Decode took home the top prize with a solution that warms a developer's heart: a local-first, blazing-fast data processing tool built with [Rust](https://about.gitlab.com/blog/secure-rust-development-with-gitlab/) and Tauri. They identified a massive pain point for data science students: existing tools are fragmented, slow, and expensive.\n\nTheir solution, FIRE, allows researchers to visualize complex formats (like NetCDF) instantly. What impressed the judges most was their \"hacker\" ethos. They didn't just build a tool; they built it to be open and accessible.\n\n**How they used GitLab:** Since the team lived far apart, asynchronous communication was key. They utilized **GitLab Issue Boards** and **Milestones** to track progress and integrated their repo with Telegram to get real-time push notifications. As one team member noted, \"Coordinating all these technologies was really difficult, and what helped us was GitLab... the Issue Board really helped us track who was doing what.\"\n\n![Team Decode](https://res.cloudinary.com/about-gitlab-com/image/upload/v1767380253/epqazj1jc5c7zkgqun9h.jpg)\n\n### 2nd place: Team BichdeHueDost — Reuniting to Solve Payments\n\n**Project:** SemiPay (RFID Cashless Payment for Schools)\n\nThe team name, BichdeHueDost, translates to \"Friends who have been set apart.\" It's a fitting name for a group of friends who went to different colleges but reunited to build this project. They tackled a unique problem: handling cash in schools for young children. Their solution used RFID cards backed by a blockchain ledger to ensure secure, cashless transactions for students.\n\n**How they used GitLab:** They utilized [GitLab CI/CD](https://about.gitlab.com/topics/ci-cd/) to automate the build process for their Flutter application (APK), ensuring that every commit resulted in a testable artifact. This allowed them to iterate quickly despite the \"flaky\" nature of cross-platform mobile development.\n\n![Team BichdeHueDost](https://res.cloudinary.com/about-gitlab-com/image/upload/v1767380253/pkukrjgx2miukb6nrj5g.jpg)\n\n### 3rd place: Team ZenYukti — Agentic Repository Intelligence\n\n**Project:** RepoInsight AI (AI-powered, GitLab-native intelligence platform)\n\nTeam ZenYukti impressed us with a solution that tackles a universal developer pain point: understanding unfamiliar codebases. What stood out to the judges was the tool's practical approach to onboarding and code comprehension: RepoInsight-AI automatically generates documentation, visualizes repository structure, and even helps identify bugs, all while maintaining context about the entire codebase.\n\n**How they used GitLab:** The team built a comprehensive CI/CD pipeline that showcased GitLab's security and DevOps capabilities. They integrated [GitLab's Security Templates](https://gitlab.com/gitlab-org/gitlab/-/tree/master/lib/gitlab/ci/templates/Security) (SAST, Dependency Scanning, and Secret Detection), and utilized [GitLab Container Registry](https://docs.gitlab.com/user/packages/container_registry/) to manage their Docker images for backend and frontend components. They created an AI auto-review bot that runs on merge requests, demonstrating an \"agentic workflow\" where AI assists in the development process itself.\n\n![Team ZenYukti](https://res.cloudinary.com/about-gitlab-com/image/upload/v1767380253/ymlzqoruv5al1secatba.jpg)\n\n## Beyond the code: A lesson in inclusion\n\nWhile the code was impressive, the most powerful moment of the event happened away from the keyboard.\n\nDuring the feedback session, we learned about the journey Team ZenYukti took to get to Mumbai. They traveled over 24 hours, covering nearly 1,800 kilometers. Because flights were too expensive and trains were booked, they traveled in the \"General Coach,\" a non-reserved, severely overcrowded carriage.\n\nAs one student described it:\n\n*\"You cannot even imagine something like this... there are no seats... people sit on the top of the train. This is what we have endured.\"*\n\nThis hit home. [Diversity, Inclusion, and Belonging](https://handbook.gitlab.com/handbook/company/culture/inclusion/) are core values at GitLab. We realized that for these students, the barrier to entry wasn't intellect or skill, it was access.\n\nIn that moment, we decided to break that barrier. We committed to reimbursing the travel expenses for the participants who struggled to get there. It's a small step, but it underlines a massive truth: **talent is distributed equally, but opportunity is not.**\n\n![hackathon class together](https://res.cloudinary.com/about-gitlab-com/image/upload/v1767380252/o5aqmboquz8ehusxvgom.jpg)\n\n### The future is bright (and automated)\n\nWe also saw incredible potential in teams like Prometheus, who attempted to build an autonomous patch remediation tool (DevGuardian), and Team Arrakis, who built a voice-first job portal for blue-collar workers using [GitLab Duo](https://about.gitlab.com/gitlab-duo/) to troubleshoot their pipelines.\n\nTo all the students who participated: You are the future. Through [GitLab for Education](https://about.gitlab.com/solutions/education/), we are committed to providing you with the top-tier tools (like GitLab Ultimate) you need to learn, collaborate, and change the world — whether you are coding from a dorm room, a lab, or a train carriage. **Keep shipping.**\n\n> :bulb: Learn more about the [GitLab for Education program](https://about.gitlab.com/solutions/education/).\n",{},"/en-us/blog/how-iit-bombay-students-code-future-with-gitlab",{"title":682,"description":683},"en-us/blog/how-iit-bombay-students-code-future-with-gitlab",[242,594,696],"open-source","ruOG8G38lVt6w_8moO8lF5XUXW0RRuKIP74U12Oh_wE",[699,709,718,727,736,745,754,764,774],{"content":700,"config":707},{"title":701,"heroImage":702,"category":9,"description":703,"authors":704},"Provision group runners with Google Cloud Platform and GitLab CI","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098300/Blog/Hero%20Images/Blog/Hero%20Images/AdobeStock_623844718_4E5Fx1Q0DHikigzCsQWhOG_1750098300048.jpg","This tutorial will teach you how to set up a new group runner on GitLab.com using Google Cloud Platform in less than 10 minutes.",[705,706],"Sarah Matthies","Noah Ing",{"externalUrl":-1,"slug":708},"provision-group-runners-with-google-cloud-platform-and-gitlab-ci",{"content":710,"config":716},{"title":711,"heroImage":712,"category":9,"description":713,"authors":714},"Tutorial: How to set up your first GitLab CI/CD component","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098410/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945%20%2826%29_3lH4gZFVIGCndksN6Rlg85_1750098409928.png","Use Python scripts in your GitLab CI/CD pipelines to improve usability. In this step-by-step guide, you'll learn how to get started building your own CI/CD component.",[715,706],"Sophia Manicor",{"externalUrl":-1,"slug":717},"tutorial-how-to-set-up-your-first-gitlab-ci-cd-component",{"content":719,"config":725},{"title":720,"heroImage":721,"category":9,"description":722,"authors":723},"Fast Python Flask server deployment with GitLab + Google Cloud","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098427/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945_fJKX41PJHKCfSOWw4xQxm_1750098427691.png","This tutorial shows how to use GitLab’s Google Cloud integration to deploy a Python Flask server in less than 10 minutes, helping developers become more independent and efficient.",[706,724],"Jerez Solis",{"externalUrl":-1,"slug":726},"fast-python-flask-server-deployment-with-gitlab-google-cloud",{"content":728,"config":734},{"title":729,"heroImage":730,"category":9,"description":731,"authors":732},"Guide to REST API","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098516/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945_2N8JxZDeeDLlzrsJ4boteB_1750098516673.png","Learn what REST API is, how it works, and what its benefit is in software development. Also find out the underlying principles of this important technology.",[733],"GitLab",{"externalUrl":-1,"slug":735},"guide-to-rest-api",{"content":737,"config":743},{"title":738,"heroImage":739,"category":9,"description":740,"authors":741},"How we designed the GitLab Reference Architectures","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098651/Blog/Hero%20Images/Blog/Hero%20Images/blog-image-template-1800x945%20%282%29_52vS9ne2Hu3TElOeHep0AF_1750098651525.png","Take a look back with us as we dive into our Reference Architectures design journey to help users easily deploy GitLab at scale. Learn our goals, process, and what's happened in the five years since.",[742],"Grant Young",{"externalUrl":-1,"slug":744},"how-we-designed-the-gitlab-reference-architectures",{"content":746,"config":752},{"title":747,"heroImage":748,"category":9,"description":749,"authors":750},"Using child pipelines to continuously deploy to five environments","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750097012/Blog/Hero%20Images/Blog/Hero%20Images/AdobeStock_397632156_3Ldy1urjMStQCl4qnOBvE0_1750097011626.jpg","Learn how to manage continuous deployment to multiple environments, including temporary, on-the-fly sandboxes, with a minimalist GitLab workflow.",[751],"Olivier Dupré",{"externalUrl":-1,"slug":753},"using-child-pipelines-to-continuously-deploy-to-five-environments",{"content":755,"config":762},{"title":756,"heroImage":757,"category":9,"description":758,"authors":759},"Navigate application architecture drift and organizational alignment","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749676151/Blog/Hero%20Images/navigation.jpg","Explore how to manage architecture drift by balancing simplification and team realignment using the FINE Analysis. Ensure efficiency and agility throughout an application's lifecycle.",[760,761],"Stephen Walters","Lee Faus",{"externalUrl":-1,"slug":763},"navigate-application-architecture-drift-and-organizational-alignment",{"content":765,"config":772},{"title":766,"heroImage":767,"category":9,"description":768,"authors":769},"Building GitLab with GitLab: A multi-region service to deliver AI features","https://res.cloudinary.com/about-gitlab-com/image/upload/v1750098664/Blog/Hero%20Images/Blog/Hero%20Images/building-gitlab-with-gitlab-no-type_building-gitlab-with-gitlab-no-type.png_1750098663794.png","Discover how we built our first multi-region deployment for teams at GitLab using the platform's many features, helping create a frictionless developer experience for GitLab Duo users.",[770,771],"Chance Feick","Sam Wiskow",{"externalUrl":-1,"slug":773},"building-gitlab-with-gitlab-a-multi-region-service-to-deliver-ai-features",{"content":775,"config":781},{"title":776,"heroImage":777,"category":9,"description":778,"authors":779},"How to stream logs through the GitLab Dashboard for Kubernetes","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749662245/Blog/Hero%20Images/blog-image-template-1800x945__16_.png","In GitLab 17.2, users can now view Kubernetes pod and container logs directly via the GitLab UI. This tutorial shows how to use this new feature to simplify monitoring Kubernetes infrastructure.",[780],"Daniel Helfand",{"externalUrl":-1,"slug":782},"how-to-stream-logs-through-the-gitlab-dashboard-for-kubernetes",1772652121020]